Title :
On the asymptotic properties of the Hessian in discrete-time linear quadratic control
Author :
Rojas, Osvaldo J. ; Goodwin, Graham C.
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Newcastle Univ., NSW, Australia
fDate :
June 30 2004-July 2 2004
Abstract :
This paper studies the asymptotic properties of the Hessian in discrete-time linear quadratic optimal control. We show that the singular values of the Hessian converge, in a well defined sense, to the principal gains in the frequency domain of an associated normalized system transfer function. We treat the stable and unstable case for multi-input multi-output linear systems. Potential applications of the ideas presented here include fast and/or robust algorithms for constrained model predictive control of discrete-time linear systems.
Keywords :
Hessian matrices; MIMO systems; discrete time systems; linear quadratic control; linear systems; predictive control; robust control; transfer functions; Hessian singular values; associated normalized system transfer function; asymptotic properties; constrained model predictive control; discrete-time linear quadratic optimal control; multiinput multioutput linear systems; robust algorithms;
Conference_Titel :
American Control Conference, 2004. Proceedings of the 2004
Conference_Location :
Boston, MA, USA
Print_ISBN :
0-7803-8335-4